~/talk

Self-Healing Rollouts: Automating Production Fixes With Agentic AI

recording removed on YouTubehttps://youtu.be/ooyHSMRS1pE
Talkat KubeCon + CloudNativeCon + OpenInfra Summit + PyTorch Conference China 2026 · 2026-09-07..09-09· [devops-and-delivery, ai-assisted-development]

speakers

name:Kevin Dubois
bluesky:kevindubois.bsky.social
name:Daniel Oh
github:danieloh30

resources

video:https://youtu.be/ooyHSMRS1pE (removed)
slides:none on file

summary

Demonstrates an Argo Rollouts plugin calling an agentic pipeline that uses Quarkus Java + a Java LangChain to analyze Prometheus metrics, logs and OpenTelemetry, evaluate a 10-replica canary at 10% traffic, detect repeated null pointer exceptions, trigger an immediate rollback and asynchronously generate an auto PR fix (one PR created to guard a null) after scoring the LLM output; end-to-end demo shows detection, rollback and PR creation working.

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